The VelnixTHE VELNIX
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Field notes

Notes from inside the build.

Practical thinking on product decisions, dependable AI and the engineering habits that move software into production.

Featured / AI Engineering
AI
June 18, 20267 min

What separates an AI demo from a production feature

A practical checklist for evaluation, grounding, fallbacks, cost controls and the work that makes AI dependable.

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Product Strategy02

How to scope an MVP without building a toy

Cutting scope should reduce surface area, not erase the one outcome that makes a product valuable.

June 9, 2026 / 6 min
Delivery03

Why weekly demos change the quality of software delivery

Working software creates sharper conversations than status reports and catches misunderstandings early.

May 27, 2026 / 5 min
Leadership04

When a fractional CTO is the right hire

The signals that you need technical leadership now, but are not ready for a full-time executive.

May 14, 2026 / 5 min
Product Decisions05

Mobile app or responsive web: deciding with evidence

A framework based on user context, hardware access, retention, distribution and operating cost.

April 30, 2026 / 8 min
Engineering06

Technical debt is a product decision

Not all debt is dangerous. Know what you borrowed, why, and what will make repayment necessary.

April 16, 2026 / 6 min
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